Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 15288 |
| Missing cells | 90 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 15 |
avg_flow_rate is highly overall correlated with avg_water_level and 7 other fields | High correlation |
avg_water_level is highly overall correlated with avg_flow_rate and 7 other fields | High correlation |
avg_water_temperature is highly overall correlated with max_water_temperature and 1 other fields | High correlation |
max_flow_rate is highly overall correlated with avg_flow_rate and 7 other fields | High correlation |
max_water_level is highly overall correlated with avg_flow_rate and 7 other fields | High correlation |
max_water_temperature is highly overall correlated with avg_water_temperature and 1 other fields | High correlation |
min_flow_rate is highly overall correlated with avg_flow_rate and 7 other fields | High correlation |
min_water_level is highly overall correlated with avg_flow_rate and 7 other fields | High correlation |
min_water_temperature is highly overall correlated with avg_water_temperature and 1 other fields | High correlation |
suspended_sediment_erosion is highly overall correlated with avg_flow_rate and 8 other fields | High correlation |
suspended_sediment_transport is highly overall correlated with avg_flow_rate and 8 other fields | High correlation |
suspended_solid_load is highly overall correlated with avg_flow_rate and 8 other fields | High correlation |
suspended_solids_concentration is highly overall correlated with suspended_sediment_erosion and 2 other fields | High correlation |
date has unique values | Unique |
suspended_sediment_erosion has 1887 (12.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-14 08:15:50.854025 |
|---|---|
| Analysis finished | 2024-09-14 08:16:34.969974 |
| Duration | 44.12 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
date
Date
UNIQUE 
| Distinct | 15288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 119.6 KiB |
| Minimum | 1980-11-01 00:00:00 |
|---|---|
| Maximum | 2024-08-31 00:00:00 |
avg_water_temperature
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 216 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9120552 |
| Minimum | 0.2 |
|---|---|
| Maximum | 21.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 5.5 |
| median | 9.6 |
| Q3 | 14.1 |
| 95-th percentile | 17.6 |
| Maximum | 21.8 |
| Range | 21.6 |
| Interquartile range (IQR) | 8.6 |
Descriptive statistics
| Standard deviation | 4.8306741 |
|---|---|
| Coefficient of variation (CV) | 0.48735343 |
| Kurtosis | -1.1573734 |
| Mean | 9.9120552 |
| Median Absolute Deviation (MAD) | 4.3 |
| Skewness | 0.17908716 |
| Sum | 151535.5 |
| Variance | 23.335412 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.2 | 221 | 1.4% |
| 5 | 193 | 1.3% |
| 4 | 173 | 1.1% |
| 4.8 | 168 | 1.1% |
| 5.2 | 168 | 1.1% |
| 4.4 | 166 | 1.1% |
| 5.8 | 161 | 1.1% |
| 4.6 | 160 | 1.0% |
| 3.8 | 153 | 1.0% |
| 6.2 | 149 | 1.0% |
| Other values (206) | 13576 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.3 | 3 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.8 | 6 | |
| 0.9 | 6 | |
| 1 | 10 | |
| 1.1 | 9 | |
| 1.2 | 11 |
| Value | Count | Frequency (%) |
| 21.8 | 1 | < 0.1% |
| 21.7 | 3 | |
| 21.6 | 1 | < 0.1% |
| 21.5 | 3 | |
| 21.4 | 3 | |
| 21.3 | 1 | < 0.1% |
| 21.2 | 6 | |
| 21.1 | 5 | |
| 21 | 4 | |
| 20.9 | 3 |
max_water_temperature
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 220 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.198947 |
| Minimum | 0.5 |
|---|---|
| Maximum | 22.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 3.3 |
| Q1 | 5.7 |
| median | 9.9 |
| Q3 | 14.3 |
| 95-th percentile | 18.2 |
| Maximum | 22.4 |
| Range | 21.9 |
| Interquartile range (IQR) | 8.6 |
Descriptive statistics
| Standard deviation | 4.955 |
|---|---|
| Coefficient of variation (CV) | 0.48583448 |
| Kurtosis | -1.1250851 |
| Mean | 10.198947 |
| Median Absolute Deviation (MAD) | 4.3 |
| Skewness | 0.19928398 |
| Sum | 155921.5 |
| Variance | 24.552025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.2 | 209 | 1.4% |
| 4.8 | 192 | 1.3% |
| 5 | 191 | 1.2% |
| 5.2 | 180 | 1.2% |
| 4.4 | 165 | 1.1% |
| 5.8 | 164 | 1.1% |
| 6 | 164 | 1.1% |
| 6.2 | 159 | 1.0% |
| 4.6 | 159 | 1.0% |
| 4 | 155 | 1.0% |
| Other values (210) | 13550 |
| Value | Count | Frequency (%) |
| 0.5 | 3 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.8 | 4 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 1 | 8 | |
| 1.1 | 6 | |
| 1.2 | 11 | |
| 1.3 | 4 | < 0.1% |
| 1.4 | 13 |
| Value | Count | Frequency (%) |
| 22.4 | 1 | < 0.1% |
| 22.3 | 2 | < 0.1% |
| 22.2 | 2 | < 0.1% |
| 22.1 | 2 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21.9 | 2 | < 0.1% |
| 21.8 | 3 | |
| 21.7 | 4 | |
| 21.6 | 4 | |
| 21.5 | 6 |
min_water_temperature
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 213 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6312794 |
| Minimum | -0.1 |
|---|---|
| Maximum | 21.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | -0.1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5.3 |
| median | 9.3 |
| Q3 | 13.8 |
| 95-th percentile | 17.1 |
| Maximum | 21.4 |
| Range | 21.5 |
| Interquartile range (IQR) | 8.5 |
Descriptive statistics
| Standard deviation | 4.7329891 |
|---|---|
| Coefficient of variation (CV) | 0.49141852 |
| Kurtosis | -1.1660593 |
| Mean | 9.6312794 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | 0.17200289 |
| Sum | 147243 |
| Variance | 22.401185 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.2 | 230 | 1.5% |
| 4 | 190 | 1.2% |
| 5 | 190 | 1.2% |
| 4.8 | 177 | 1.2% |
| 3.8 | 171 | 1.1% |
| 14.8 | 166 | 1.1% |
| 4.4 | 164 | 1.1% |
| 5.2 | 160 | 1.0% |
| 5.6 | 157 | 1.0% |
| 6 | 155 | 1.0% |
| Other values (203) | 13528 |
| Value | Count | Frequency (%) |
| -0.1 | 2 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| 0.2 | 3 | |
| 0.3 | 1 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.5 | 4 | |
| 0.6 | 5 | |
| 0.7 | 3 | |
| 0.8 | 6 | |
| 0.9 | 6 |
| Value | Count | Frequency (%) |
| 21.4 | 3 | < 0.1% |
| 21.2 | 6 | |
| 21.1 | 1 | < 0.1% |
| 21 | 4 | |
| 20.9 | 2 | < 0.1% |
| 20.8 | 2 | < 0.1% |
| 20.6 | 5 | |
| 20.5 | 4 | |
| 20.4 | 8 | |
| 20.3 | 3 | < 0.1% |
avg_water_level
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 274 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.137232 |
| Minimum | 19 |
|---|---|
| Maximum | 495 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 42 |
| Q1 | 59 |
| median | 78 |
| Q3 | 99 |
| 95-th percentile | 148 |
| Maximum | 495 |
| Range | 476 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 35.951824 |
|---|---|
| Coefficient of variation (CV) | 0.42729982 |
| Kurtosis | 9.6487635 |
| Mean | 84.137232 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 2.0809083 |
| Sum | 1286290 |
| Variance | 1292.5337 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75 | 233 | 1.5% |
| 59 | 233 | 1.5% |
| 72 | 228 | 1.5% |
| 74 | 224 | 1.5% |
| 55 | 220 | 1.4% |
| 58 | 220 | 1.4% |
| 54 | 220 | 1.4% |
| 79 | 217 | 1.4% |
| 77 | 216 | 1.4% |
| 61 | 216 | 1.4% |
| Other values (264) | 13061 |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 27 | 9 | |
| 28 | 7 | |
| 29 | 11 | |
| 30 | 12 | |
| 31 | 7 | |
| 32 | 15 |
| Value | Count | Frequency (%) |
| 495 | 1 | |
| 450 | 1 | |
| 442 | 1 | |
| 432 | 1 | |
| 430 | 1 | |
| 414 | 1 | |
| 389 | 1 | |
| 387 | 2 | |
| 376 | 1 | |
| 350 | 1 |
max_water_level
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 293 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.129579 |
| Minimum | 25 |
|---|---|
| Maximum | 542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 68 |
| median | 86 |
| Q3 | 108 |
| 95-th percentile | 165 |
| Maximum | 542 |
| Range | 517 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 39.541371 |
|---|---|
| Coefficient of variation (CV) | 0.42458445 |
| Kurtosis | 9.9670938 |
| Mean | 93.129579 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 2.1978506 |
| Sum | 1423765 |
| Variance | 1563.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 248 | 1.6% |
| 82 | 243 | 1.6% |
| 84 | 234 | 1.5% |
| 85 | 230 | 1.5% |
| 88 | 225 | 1.5% |
| 70 | 224 | 1.5% |
| 90 | 218 | 1.4% |
| 87 | 214 | 1.4% |
| 74 | 213 | 1.4% |
| 78 | 212 | 1.4% |
| Other values (283) | 13027 |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 28 | 6 | < 0.1% |
| 29 | 3 | < 0.1% |
| 30 | 4 | < 0.1% |
| 31 | 9 | 0.1% |
| 32 | 7 | < 0.1% |
| 33 | 17 | |
| 34 | 18 | |
| 35 | 26 | |
| 36 | 39 |
| Value | Count | Frequency (%) |
| 542 | 1 | |
| 491 | 1 | |
| 469 | 1 | |
| 467 | 1 | |
| 453 | 1 | |
| 439 | 1 | |
| 436 | 1 | |
| 424 | 1 | |
| 414 | 1 | |
| 395 | 1 |
min_water_level
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 249 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.599359 |
| Minimum | 11 |
|---|---|
| Maximum | 451 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 52 |
| median | 70 |
| Q3 | 91 |
| 95-th percentile | 135 |
| Maximum | 451 |
| Range | 440 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 33.177899 |
|---|---|
| Coefficient of variation (CV) | 0.43886483 |
| Kurtosis | 9.1020026 |
| Mean | 75.599359 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.9709382 |
| Sum | 1155763 |
| Variance | 1100.773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52 | 272 | 1.8% |
| 48 | 266 | 1.7% |
| 47 | 265 | 1.7% |
| 46 | 264 | 1.7% |
| 53 | 248 | 1.6% |
| 49 | 247 | 1.6% |
| 51 | 247 | 1.6% |
| 56 | 246 | 1.6% |
| 54 | 240 | 1.6% |
| 50 | 236 | 1.5% |
| Other values (239) | 12757 |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 19 | 3 | |
| 20 | 3 | |
| 21 | 1 | < 0.1% |
| 22 | 3 | |
| 23 | 7 |
| Value | Count | Frequency (%) |
| 451 | 1 | |
| 434 | 1 | |
| 425 | 1 | |
| 413 | 1 | |
| 389 | 1 | |
| 382 | 1 | |
| 358 | 1 | |
| 334 | 1 | |
| 326 | 1 | |
| 317 | 1 |
suspended_solids_concentration
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 4082 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.659735 |
| Minimum | 1.05 |
|---|---|
| Maximum | 2000.97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 1.05 |
|---|---|
| 5-th percentile | 2.56 |
| Q1 | 6.66 |
| median | 10.82 |
| Q3 | 17.75 |
| 95-th percentile | 55.1255 |
| Maximum | 2000.97 |
| Range | 1999.92 |
| Interquartile range (IQR) | 11.09 |
Descriptive statistics
| Standard deviation | 74.59221 |
|---|---|
| Coefficient of variation (CV) | 3.4438191 |
| Kurtosis | 446.58769 |
| Mean | 21.659735 |
| Median Absolute Deviation (MAD) | 4.98 |
| Skewness | 18.621017 |
| Sum | 331134.03 |
| Variance | 5563.9979 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 44 | 0.3% |
| 4.44 | 25 | 0.2% |
| 12 | 22 | 0.1% |
| 7 | 22 | 0.1% |
| 9.96 | 21 | 0.1% |
| 8.43 | 20 | 0.1% |
| 7.05 | 20 | 0.1% |
| 8 | 19 | 0.1% |
| 7.62 | 18 | 0.1% |
| 6.37 | 18 | 0.1% |
| Other values (4072) | 15059 |
| Value | Count | Frequency (%) |
| 1.05 | 1 | < 0.1% |
| 1.06 | 2 | < 0.1% |
| 1.07 | 3 | < 0.1% |
| 1.08 | 4 | < 0.1% |
| 1.09 | 5 | |
| 1.1 | 5 | |
| 1.11 | 7 | |
| 1.12 | 10 | |
| 1.13 | 12 | |
| 1.14 | 12 |
| Value | Count | Frequency (%) |
| 2000.97 | 1 | |
| 2000.86 | 1 | |
| 2000.84 | 1 | |
| 2000.78 | 1 | |
| 2000.71 | 2 | |
| 2000.53 | 1 | |
| 2000.51 | 1 | |
| 2000.49 | 1 | |
| 2000.45 | 1 | |
| 2000.42 | 1 |
suspended_solid_load
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 9686 |
|---|---|
| Distinct (%) | 63.5% |
| Missing | 30 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 231.56506 |
| Minimum | 1.49 |
|---|---|
| Maximum | 50194.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 1.49 |
|---|---|
| 5-th percentile | 7.4085 |
| Q1 | 21.4525 |
| median | 43.35 |
| Q3 | 98.615 |
| 95-th percentile | 627.2245 |
| Maximum | 50194.83 |
| Range | 50193.34 |
| Interquartile range (IQR) | 77.1625 |
Descriptive statistics
| Standard deviation | 1305.0911 |
|---|---|
| Coefficient of variation (CV) | 5.6359587 |
| Kurtosis | 558.19931 |
| Mean | 231.56506 |
| Median Absolute Deviation (MAD) | 27.7 |
| Skewness | 19.629288 |
| Sum | 3533219.7 |
| Variance | 1703262.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.19 | 9 | 0.1% |
| 18.53 | 8 | 0.1% |
| 15.98 | 8 | 0.1% |
| 13.67 | 7 | < 0.1% |
| 9.44 | 7 | < 0.1% |
| 12.07 | 7 | < 0.1% |
| 28.72 | 7 | < 0.1% |
| 27.33 | 7 | < 0.1% |
| 18.38 | 7 | < 0.1% |
| 32.38 | 7 | < 0.1% |
| Other values (9676) | 15184 | |
| (Missing) | 30 | 0.2% |
| Value | Count | Frequency (%) |
| 1.49 | 1 | |
| 1.59 | 1 | |
| 1.73 | 1 | |
| 1.76 | 1 | |
| 1.87 | 1 | |
| 1.89 | 1 | |
| 1.97 | 2 | |
| 2 | 1 | |
| 2.04 | 1 | |
| 2.14 | 1 |
| Value | Count | Frequency (%) |
| 50194.83 | 1 | |
| 49272.42 | 1 | |
| 48842.49 | 1 | |
| 37524.15 | 1 | |
| 34556.33 | 1 | |
| 29134.88 | 1 | |
| 24136.73 | 1 | |
| 23866.37 | 1 | |
| 23374.05 | 1 | |
| 23291.65 | 1 |
suspended_sediment_erosion
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 255 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 30 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.082023201 |
| Minimum | 0 |
|---|---|
| Maximum | 17.68 |
| Zeros | 1887 |
| Zeros (%) | 12.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 0.02 |
| Q3 | 0.04 |
| 95-th percentile | 0.22 |
| Maximum | 17.68 |
| Range | 17.68 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.45983058 |
|---|---|
| Coefficient of variation (CV) | 5.6061039 |
| Kurtosis | 558.04382 |
| Mean | 0.082023201 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 19.626501 |
| Sum | 1251.51 |
| Variance | 0.21144417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 5421 | |
| 0.02 | 2717 | |
| 0 | 1887 | 12.3% |
| 0.03 | 1383 | 9.0% |
| 0.04 | 805 | 5.3% |
| 0.05 | 531 | 3.5% |
| 0.06 | 334 | 2.2% |
| 0.07 | 270 | 1.8% |
| 0.08 | 195 | 1.3% |
| 0.09 | 159 | 1.0% |
| Other values (245) | 1556 | 10.2% |
| Value | Count | Frequency (%) |
| 0 | 1887 | 12.3% |
| 0.01 | 5421 | |
| 0.02 | 2717 | |
| 0.03 | 1383 | 9.0% |
| 0.04 | 805 | 5.3% |
| 0.05 | 531 | 3.5% |
| 0.06 | 334 | 2.2% |
| 0.07 | 270 | 1.8% |
| 0.08 | 195 | 1.3% |
| 0.09 | 159 | 1.0% |
| Value | Count | Frequency (%) |
| 17.68 | 1 | |
| 17.36 | 1 | |
| 17.21 | 1 | |
| 13.22 | 1 | |
| 12.18 | 1 | |
| 10.27 | 1 | |
| 8.5 | 1 | |
| 8.41 | 1 | |
| 8.24 | 1 | |
| 8.21 | 1 |
suspended_sediment_transport
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1311 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 30 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6806816 |
| Minimum | 0.02 |
|---|---|
| Maximum | 580.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 0.02 |
|---|---|
| 5-th percentile | 0.09 |
| Q1 | 0.25 |
| median | 0.5 |
| Q3 | 1.14 |
| 95-th percentile | 7.2615 |
| Maximum | 580.96 |
| Range | 580.94 |
| Interquartile range (IQR) | 0.89 |
Descriptive statistics
| Standard deviation | 15.105184 |
|---|---|
| Coefficient of variation (CV) | 5.6348297 |
| Kurtosis | 558.20567 |
| Mean | 2.6806816 |
| Median Absolute Deviation (MAD) | 0.32 |
| Skewness | 19.629411 |
| Sum | 40901.84 |
| Variance | 228.16659 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.19 | 224 | 1.5% |
| 0.14 | 222 | 1.5% |
| 0.22 | 213 | 1.4% |
| 0.17 | 204 | 1.3% |
| 0.21 | 203 | 1.3% |
| 0.28 | 200 | 1.3% |
| 0.26 | 194 | 1.3% |
| 0.2 | 190 | 1.2% |
| 0.3 | 189 | 1.2% |
| 0.23 | 189 | 1.2% |
| Other values (1301) | 13230 |
| Value | Count | Frequency (%) |
| 0.02 | 10 | 0.1% |
| 0.03 | 22 | 0.1% |
| 0.04 | 85 | |
| 0.05 | 157 | |
| 0.06 | 166 | |
| 0.07 | 162 | |
| 0.08 | 147 | |
| 0.09 | 165 | |
| 0.1 | 161 | |
| 0.11 | 182 |
| Value | Count | Frequency (%) |
| 580.96 | 1 | |
| 570.28 | 1 | |
| 565.31 | 1 | |
| 434.31 | 1 | |
| 399.96 | 1 | |
| 337.21 | 1 | |
| 279.36 | 1 | |
| 276.23 | 1 | |
| 270.53 | 1 | |
| 269.58 | 1 |
avg_flow_rate
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1124 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.588125 |
| Minimum | 9.06 |
|---|---|
| Maximum | 926 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 9.06 |
|---|---|
| 5-th percentile | 20.3 |
| Q1 | 32.1 |
| median | 49.9 |
| Q3 | 76 |
| 95-th percentile | 148 |
| Maximum | 926 |
| Range | 916.94 |
| Interquartile range (IQR) | 43.9 |
Descriptive statistics
| Standard deviation | 49.507343 |
|---|---|
| Coefficient of variation (CV) | 0.79100217 |
| Kurtosis | 32.11535 |
| Mean | 62.588125 |
| Median Absolute Deviation (MAD) | 20.5 |
| Skewness | 3.9606795 |
| Sum | 956847.26 |
| Variance | 2450.977 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 104 | 50 | 0.3% |
| 102 | 47 | 0.3% |
| 101 | 47 | 0.3% |
| 107 | 46 | 0.3% |
| 105 | 45 | 0.3% |
| 103 | 45 | 0.3% |
| 109 | 42 | 0.3% |
| 106 | 41 | 0.3% |
| 26 | 41 | 0.3% |
| 33.3 | 40 | 0.3% |
| Other values (1114) | 14844 |
| Value | Count | Frequency (%) |
| 9.06 | 1 | < 0.1% |
| 10.5 | 1 | < 0.1% |
| 11.5 | 1 | < 0.1% |
| 11.7 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 13.3 | 1 | < 0.1% |
| 13.6 | 1 | < 0.1% |
| 13.7 | 1 | < 0.1% |
| 13.9 | 3 | |
| 14.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 926 | 1 | |
| 786 | 1 | |
| 767 | 1 | |
| 757 | 1 | |
| 747 | 1 | |
| 707 | 1 | |
| 648 | 1 | |
| 627 | 1 | |
| 591 | 1 | |
| 561 | 1 |
max_flow_rate
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1160 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.736787 |
| Minimum | 11.8 |
|---|---|
| Maximum | 1050 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 11.8 |
|---|---|
| 5-th percentile | 23.1 |
| Q1 | 39.575 |
| median | 58.7 |
| Q3 | 87.6 |
| 95-th percentile | 176 |
| Maximum | 1050 |
| Range | 1038.2 |
| Interquartile range (IQR) | 48.025 |
Descriptive statistics
| Standard deviation | 58.349596 |
|---|---|
| Coefficient of variation (CV) | 0.79132273 |
| Kurtosis | 28.590848 |
| Mean | 73.736787 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | 3.8499989 |
| Sum | 1127288 |
| Variance | 3404.6753 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 107 | 74 | 0.5% |
| 101 | 67 | 0.4% |
| 102 | 66 | 0.4% |
| 103 | 62 | 0.4% |
| 105 | 61 | 0.4% |
| 106 | 59 | 0.4% |
| 111 | 57 | 0.4% |
| 113 | 52 | 0.3% |
| 108 | 52 | 0.3% |
| 110 | 51 | 0.3% |
| Other values (1150) | 14687 |
| Value | Count | Frequency (%) |
| 11.8 | 1 | < 0.1% |
| 14.5 | 1 | < 0.1% |
| 14.7 | 2 | < 0.1% |
| 14.8 | 1 | < 0.1% |
| 14.9 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 15.1 | 5 | |
| 15.2 | 4 | |
| 15.3 | 4 | |
| 15.4 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1050 | 1 | |
| 912 | 1 | |
| 830 | 1 | |
| 827 | 1 | |
| 814 | 1 | |
| 766 | 1 | |
| 758 | 1 | |
| 715 | 1 | |
| 701 | 1 | |
| 653 | 1 |
min_flow_rate
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1108 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.483891 |
| Minimum | 6.02 |
|---|---|
| Maximum | 809 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 119.6 KiB |
Quantile statistics
| Minimum | 6.02 |
|---|---|
| 5-th percentile | 17.7 |
| Q1 | 25.8 |
| median | 40.8 |
| Q3 | 65 |
| 95-th percentile | 124 |
| Maximum | 809 |
| Range | 802.98 |
| Interquartile range (IQR) | 39.2 |
Descriptive statistics
| Standard deviation | 42.273196 |
|---|---|
| Coefficient of variation (CV) | 0.80545089 |
| Kurtosis | 36.622683 |
| Mean | 52.483891 |
| Median Absolute Deviation (MAD) | 17.2 |
| Skewness | 4.1183298 |
| Sum | 802373.72 |
| Variance | 1787.0231 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 65 | 0.4% |
| 25.5 | 53 | 0.3% |
| 23.6 | 53 | 0.3% |
| 24.3 | 52 | 0.3% |
| 25 | 52 | 0.3% |
| 22.8 | 51 | 0.3% |
| 22.1 | 48 | 0.3% |
| 21.3 | 47 | 0.3% |
| 19.1 | 47 | 0.3% |
| 20.1 | 47 | 0.3% |
| Other values (1098) | 14773 |
| Value | Count | Frequency (%) |
| 6.02 | 1 | |
| 6.49 | 1 | |
| 7.62 | 1 | |
| 7.66 | 1 | |
| 8.07 | 1 | |
| 8.65 | 1 | |
| 8.85 | 1 | |
| 8.9 | 1 | |
| 9.14 | 1 | |
| 9.15 | 1 |
| Value | Count | Frequency (%) |
| 809 | 1 | |
| 751 | 1 | |
| 733 | 1 | |
| 713 | 1 | |
| 649 | 1 | |
| 564 | 1 | |
| 521 | 1 | |
| 505 | 1 | |
| 477 | 2 | |
| 475 | 1 |
year
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2001.4394 |
| Minimum | 1980 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 59.8 KiB |
Quantile statistics
| Minimum | 1980 |
|---|---|
| 5-th percentile | 1982 |
| Q1 | 1991 |
| median | 2001 |
| Q3 | 2012 |
| 95-th percentile | 2022 |
| Maximum | 2024 |
| Range | 44 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 12.349482 |
|---|---|
| Coefficient of variation (CV) | 0.0061703002 |
| Kurtosis | -1.1478865 |
| Mean | 2001.4394 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.054458471 |
| Sum | 30598006 |
| Variance | 152.50971 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 2000 | 366 | 2.4% |
| 1992 | 366 | 2.4% |
| 2004 | 366 | 2.4% |
| 1984 | 366 | 2.4% |
| 2016 | 366 | 2.4% |
| 1996 | 366 | 2.4% |
| 1988 | 366 | 2.4% |
| 2008 | 366 | 2.4% |
| 2003 | 365 | 2.4% |
| 2005 | 365 | 2.4% |
| Other values (34) | 11630 |
| Value | Count | Frequency (%) |
| 1980 | 61 | 0.4% |
| 1981 | 365 | |
| 1982 | 365 | |
| 1983 | 365 | |
| 1984 | 366 | |
| 1985 | 365 | |
| 1986 | 365 | |
| 1987 | 365 | |
| 1988 | 366 | |
| 1989 | 365 |
| Value | Count | Frequency (%) |
| 2024 | 244 | |
| 2023 | 365 | |
| 2022 | 166 | |
| 2020 | 360 | |
| 2019 | 365 | |
| 2018 | 365 | |
| 2017 | 361 | |
| 2016 | 366 | |
| 2015 | 365 | |
| 2014 | 365 |
month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5367609 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 59.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4623576 |
|---|---|
| Coefficient of variation (CV) | 0.52967482 |
| Kurtosis | -1.2164894 |
| Mean | 6.5367609 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.010125007 |
| Sum | 99934 |
| Variance | 11.98792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 1332 | |
| 8 | 1305 | |
| 3 | 1301 | |
| 1 | 1297 | |
| 11 | 1289 | |
| 7 | 1286 | |
| 5 | 1285 | |
| 10 | 1277 | |
| 4 | 1258 | |
| 6 | 1237 | |
| Other values (2) | 2421 |
| Value | Count | Frequency (%) |
| 1 | 1297 | |
| 2 | 1187 | |
| 3 | 1301 | |
| 4 | 1258 | |
| 5 | 1285 | |
| 6 | 1237 | |
| 7 | 1286 | |
| 8 | 1305 | |
| 9 | 1234 | |
| 10 | 1277 |
| Value | Count | Frequency (%) |
| 12 | 1332 | |
| 11 | 1289 | |
| 10 | 1277 | |
| 9 | 1234 | |
| 8 | 1305 | |
| 7 | 1286 | |
| 6 | 1237 | |
| 5 | 1285 | |
| 4 | 1258 | |
| 3 | 1301 |
| avg_flow_rate | avg_water_level | avg_water_temperature | max_flow_rate | max_water_level | max_water_temperature | min_flow_rate | min_water_level | min_water_temperature | month | suspended_sediment_erosion | suspended_sediment_transport | suspended_solid_load | suspended_solids_concentration | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_flow_rate | 1.000 | 0.926 | 0.283 | 0.984 | 0.926 | 0.286 | 0.976 | 0.882 | 0.280 | -0.001 | 0.740 | 0.752 | 0.752 | 0.416 | 0.005 |
| avg_water_level | 0.926 | 1.000 | 0.303 | 0.898 | 0.981 | 0.309 | 0.920 | 0.977 | 0.295 | 0.010 | 0.655 | 0.666 | 0.666 | 0.343 | 0.173 |
| avg_water_temperature | 0.283 | 0.303 | 1.000 | 0.294 | 0.318 | 0.997 | 0.267 | 0.281 | 0.997 | 0.350 | 0.223 | 0.227 | 0.227 | 0.109 | 0.090 |
| max_flow_rate | 0.984 | 0.898 | 0.294 | 1.000 | 0.931 | 0.295 | 0.937 | 0.834 | 0.293 | 0.002 | 0.744 | 0.755 | 0.755 | 0.429 | -0.036 |
| max_water_level | 0.926 | 0.981 | 0.318 | 0.931 | 1.000 | 0.322 | 0.895 | 0.934 | 0.313 | 0.015 | 0.671 | 0.681 | 0.681 | 0.363 | 0.113 |
| max_water_temperature | 0.286 | 0.309 | 0.997 | 0.295 | 0.322 | 1.000 | 0.272 | 0.291 | 0.989 | 0.339 | 0.226 | 0.231 | 0.231 | 0.112 | 0.140 |
| min_flow_rate | 0.976 | 0.920 | 0.267 | 0.937 | 0.895 | 0.272 | 1.000 | 0.921 | 0.261 | -0.005 | 0.709 | 0.722 | 0.722 | 0.386 | 0.054 |
| min_water_level | 0.882 | 0.977 | 0.281 | 0.834 | 0.934 | 0.291 | 0.921 | 1.000 | 0.269 | 0.005 | 0.614 | 0.624 | 0.624 | 0.309 | 0.239 |
| min_water_temperature | 0.280 | 0.295 | 0.997 | 0.293 | 0.313 | 0.989 | 0.261 | 0.269 | 1.000 | 0.360 | 0.219 | 0.224 | 0.224 | 0.107 | 0.037 |
| month | -0.001 | 0.010 | 0.350 | 0.002 | 0.015 | 0.339 | -0.005 | 0.005 | 0.360 | 1.000 | -0.041 | -0.040 | -0.040 | -0.066 | -0.012 |
| suspended_sediment_erosion | 0.740 | 0.655 | 0.223 | 0.744 | 0.671 | 0.226 | 0.709 | 0.614 | 0.219 | -0.041 | 1.000 | 0.973 | 0.973 | 0.860 | -0.024 |
| suspended_sediment_transport | 0.752 | 0.666 | 0.227 | 0.755 | 0.681 | 0.231 | 0.722 | 0.624 | 0.224 | -0.040 | 0.973 | 1.000 | 1.000 | 0.880 | -0.022 |
| suspended_solid_load | 0.752 | 0.666 | 0.227 | 0.755 | 0.681 | 0.231 | 0.722 | 0.624 | 0.224 | -0.040 | 0.973 | 1.000 | 1.000 | 0.880 | -0.022 |
| suspended_solids_concentration | 0.416 | 0.343 | 0.109 | 0.429 | 0.363 | 0.112 | 0.386 | 0.309 | 0.107 | -0.066 | 0.860 | 0.880 | 0.880 | 1.000 | -0.056 |
| year | 0.005 | 0.173 | 0.090 | -0.036 | 0.113 | 0.140 | 0.054 | 0.239 | 0.037 | -0.012 | -0.024 | -0.022 | -0.022 | -0.056 | 1.000 |
| date | avg_water_temperature | max_water_temperature | min_water_temperature | avg_water_level | max_water_level | min_water_level | suspended_solids_concentration | suspended_solid_load | suspended_sediment_erosion | suspended_sediment_transport | avg_flow_rate | max_flow_rate | min_flow_rate | year | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1980-11-01 | 8.1 | 8.1 | 8.1 | 71 | 86 | 59 | 5.57 | 25.56 | 0.01 | 0.30 | 47.9 | 63.4 | 37.0 | 1980 | 11 |
| 1 | 1980-11-02 | 7.3 | 7.3 | 7.3 | 59 | 62 | 54 | 5.10 | 21.54 | 0.01 | 0.25 | 36.7 | 39.6 | 32.7 | 1980 | 11 |
| 2 | 1980-11-03 | 5.8 | 5.8 | 5.8 | 68 | 83 | 48 | 5.14 | 20.16 | 0.01 | 0.23 | 45.8 | 60.0 | 27.9 | 1980 | 11 |
| 3 | 1980-11-04 | 5.6 | 5.6 | 5.6 | 77 | 80 | 73 | 7.60 | 31.26 | 0.01 | 0.36 | 53.4 | 56.9 | 49.9 | 1980 | 11 |
| 4 | 1980-11-05 | 4.8 | 4.8 | 4.8 | 77 | 89 | 70 | 9.03 | 37.83 | 0.01 | 0.44 | 54.1 | 66.5 | 47.0 | 1980 | 11 |
| 5 | 1980-11-06 | 4.7 | 4.7 | 4.7 | 75 | 82 | 64 | 5.59 | 22.19 | 0.01 | 0.26 | 51.4 | 58.8 | 41.3 | 1980 | 11 |
| 6 | 1980-11-07 | 6.1 | 6.1 | 6.1 | 62 | 72 | 44 | 4.58 | 16.04 | 0.01 | 0.19 | 39.4 | 48.8 | 24.8 | 1980 | 11 |
| 7 | 1980-11-08 | 7.7 | 7.7 | 7.7 | 56 | 65 | 43 | 11.34 | 40.00 | 0.01 | 0.46 | 34.5 | 42.2 | 24.0 | 1980 | 11 |
| 8 | 1980-11-09 | 7.5 | 7.5 | 7.5 | 55 | 64 | 43 | 13.53 | 42.45 | 0.02 | 0.49 | 33.3 | 41.2 | 24.0 | 1980 | 11 |
| 9 | 1980-11-10 | 7.6 | 7.6 | 7.6 | 48 | 60 | 40 | 15.29 | 42.92 | 0.02 | 0.50 | 27.8 | 37.6 | 21.8 | 1980 | 11 |
| date | avg_water_temperature | max_water_temperature | min_water_temperature | avg_water_level | max_water_level | min_water_level | suspended_solids_concentration | suspended_solid_load | suspended_sediment_erosion | suspended_sediment_transport | avg_flow_rate | max_flow_rate | min_flow_rate | year | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15278 | 2024-08-22 | 17.6 | 18.4 | 16.7 | 131 | 136 | 125 | 34.95 | NaN | NaN | NaN | 68.0 | 75.2 | 58.8 | 2024 | 8 |
| 15279 | 2024-08-23 | 18.0 | 19.1 | 16.9 | 127 | 130 | 121 | 34.95 | NaN | NaN | NaN | 61.8 | 66.2 | 53.0 | 2024 | 8 |
| 15280 | 2024-08-24 | 18.8 | 20.0 | 17.6 | 126 | 131 | 120 | 34.95 | NaN | NaN | NaN | 60.5 | 67.7 | 51.6 | 2024 | 8 |
| 15281 | 2024-08-25 | 18.3 | 19.7 | 17.5 | 121 | 144 | 111 | 34.95 | NaN | NaN | NaN | 52.7 | 87.5 | 39.7 | 2024 | 8 |
| 15282 | 2024-08-26 | 16.4 | 17.4 | 16.1 | 142 | 150 | 131 | 34.95 | NaN | NaN | NaN | 84.2 | 96.9 | 67.7 | 2024 | 8 |
| 15283 | 2024-08-27 | 16.6 | 17.6 | 15.8 | 130 | 137 | 121 | 34.95 | NaN | NaN | NaN | 66.0 | 76.7 | 53.0 | 2024 | 8 |
| 15284 | 2024-08-28 | 17.8 | 19.0 | 16.6 | 117 | 121 | 113 | 34.95 | NaN | NaN | NaN | 47.5 | 53.0 | 42.2 | 2024 | 8 |
| 15285 | 2024-08-29 | 18.7 | 19.6 | 17.7 | 114 | 116 | 110 | 34.95 | NaN | NaN | NaN | 43.2 | 46.1 | 38.5 | 2024 | 8 |
| 15286 | 2024-08-30 | 19.1 | 19.8 | 18.1 | 114 | 116 | 108 | 34.95 | NaN | NaN | NaN | 43.5 | 46.1 | 36.3 | 2024 | 8 |
| 15287 | 2024-08-31 | 19.1 | 19.7 | 18.2 | 109 | 115 | 104 | 34.95 | NaN | NaN | NaN | 37.7 | 44.8 | 32.0 | 2024 | 8 |